{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Bitcoin_LSTM.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1JoJPhxaN-EUVS0PVn5BvBeKlo-NJJIrr","authorship_tag":"ABX9TyOJr0SpLdEfAJSJe8iis8eg"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"_DjZxUag2tUE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1593951202747,"user_tz":-120,"elapsed":618,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"b98080cf-5387-42b4-f722-1088b49c16dc"},"source":["# load dataset\n","import pandas as pd\n","X = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Projects/20200705_Bitcoin_LSTM/bitcoin_price.csv')\n","#make backup\n","K = X.copy()\n","K"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Unnamed: 0</th>\n","      <th>timestamp</th>\n","      <th>market-price</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>2015-07-08</td>\n","      <td>265.83</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>2015-07-09</td>\n","      <td>270.31</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>2015-07-10</td>\n","      <td>269.00</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>2015-07-11</td>\n","      <td>284.92</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>2015-07-12</td>\n","      <td>291.64</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1820</th>\n","      <td>1820</td>\n","      <td>2020-07-01</td>\n","      <td>9133.97</td>\n","    </tr>\n","    <tr>\n","      <th>1821</th>\n","      <td>1821</td>\n","      <td>2020-07-02</td>\n","      <td>9236.38</td>\n","    </tr>\n","    <tr>\n","      <th>1822</th>\n","      <td>1822</td>\n","      <td>2020-07-03</td>\n","      <td>9087.98</td>\n","    </tr>\n","    <tr>\n","      <th>1823</th>\n","      <td>1823</td>\n","      <td>2020-07-04</td>\n","      <td>9072.42</td>\n","    </tr>\n","    <tr>\n","      <th>1824</th>\n","      <td>1824</td>\n","      <td>2020-07-05</td>\n","      <td>9131.31</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1825 rows × 3 columns</p>\n","</div>"],"text/plain":["      Unnamed: 0   timestamp  market-price\n","0              0  2015-07-08        265.83\n","1              1  2015-07-09        270.31\n","2              2  2015-07-10        269.00\n","3              3  2015-07-11        284.92\n","4              4  2015-07-12        291.64\n","...          ...         ...           ...\n","1820        1820  2020-07-01       9133.97\n","1821        1821  2020-07-02       9236.38\n","1822        1822  2020-07-03       9087.98\n","1823        1823  2020-07-04       9072.42\n","1824        1824  2020-07-05       9131.31\n","\n","[1825 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"-rQNw0pv6DGn","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593951500805,"user_tz":-120,"elapsed":3327,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["from sklearn import preprocessing\n","import numpy as np"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"jidJdU4Q7UpH","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593951737130,"user_tz":-120,"elapsed":646,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#convert series to supervised learning\n","def series_to_supervised(data, n_in=1, n_out=1, dropnan=True, drop_col=False, y_var=1):\n","  n_features = int(len(data.columns))\n","  n_vars = 1 if type(data) is list else data.shape[1]\n","  df = pd.DataFrame(data)\n","  cols, names = list(), list()\n","  # input sequence (t-n, ... t-1)\n","  for i in range(n_in, 0, -1):\n","    cols.append(df.shift(i))\n","    names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n","  # forecast sequence (t, t+1, ... t+n)\n","  for i in range(0, n_out):\n","    cols.append(df.shift(-i))\n","    if i == 0:\n","      names += [('var%d(t)' % (j+1)) for j in range(n_vars)]\n","    else:\n","      names += [('var%d(t+%d)' % (j+1, i)) for j in range(n_vars)]\n","  #put it all together\n","  agg = pd.concat(cols, axis=1)\n","  agg.columns = names\n","  # drop rows with NaN values\n","  if dropnan:\n","    agg.dropna(inplace=True)\n","    data = agg.copy()\n","    \n","  if drop_col == True:\n","    tot = n_features*n_in+n_features #24+8 = 32\n","\n","    y_name = list(data.columns)[n_features*n_in-1 + y_var]\n","    y = data[y_name]\n","    for i in range(n_features*n_in, tot):\n","      data.drop(data.columns[[tot-n_features]], axis=1, inplace=True)\n","    data = pd.concat([data, y], axis=1)\n","  return data"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"O9Hec3CO8RKB","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593951988238,"user_tz":-120,"elapsed":680,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["def split(df, test_size):\n","  df = df.values\n","  len_df = df.shape[0]\n","  test_size = int(len_df*test_size)\n","  train, test = df[0:-test_size], df[-test_size:]\n","  return train, test"],"execution_count":19,"outputs":[]},{"cell_type":"code","metadata":{"id":"lFspoBT82vec","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1593961298758,"user_tz":-120,"elapsed":625,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"72605893-d932-4d99-bd41-c41d2b89d663"},"source":["#original copy\n","X = K.copy()\n","\n","#preprocessing\n","X.pop('Unnamed: 0')\n","index = X.pop('timestamp')\n","#scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","#X = pd.DataFrame(scaler.fit_transform(X))\n","X.index = index\n","X.columns = ['market-price']\n","\n","X = series_to_supervised(X, 15, 1, drop_col=False)\n","X\n","\n","#X, y\n","y = X.pop('var1(t)')\n","\n","#scaling\n","scaler_ = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","X = pd.DataFrame(scaler_.fit_transform(X))\n","X\n","scaler_ = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","y = pd.DataFrame(scaler_.fit_transform(pd.DataFrame(y)))\n","y\n","\n","#train, test\n","X_train_, X_test_ = split(X, 0.1)\n","y_train_, y_test_ = split(y, 0.1)\n","X_ = X.copy()\n","y_ = y.copy()\n","print(X_train_.shape, X_test_.shape, y_train_.shape, y_test_.shape)"],"execution_count":273,"outputs":[{"output_type":"stream","text":["(1629, 15) (181, 15) (1629, 1) (181, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"YFKrASL3RqmO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1593961304044,"user_tz":-120,"elapsed":1038,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"d8f7d880-4295-448d-ce35-2a5ea26b45bb"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(y_)"],"execution_count":274,"outputs":[{"output_type":"display_data","data":{"image/png":"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size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"aeO-h_PA9rDi","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593961306617,"user_tz":-120,"elapsed":611,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["def transform_to_stationary(df):\n","  #create a differenced series\n","  def difference(dataset, interval=1):\n","    diff = list()\n","    for i in range(interval, len(dataset)):\n","      value = dataset[i] - dataset[i - interval]\n","      diff.append(value)\n","    return pd.DataFrame(diff)\n","  \n","  df = df.values #al di fuori delle funzioni voglio operare solo su un DataFrame\n","  df = difference(df, 1) #X ritorna ad essere un df\n","  return df"],"execution_count":275,"outputs":[]},{"cell_type":"code","metadata":{"id":"_akVJ0aP3FKb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1593961311235,"user_tz":-120,"elapsed":628,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"5c11321e-b04d-420d-a82f-0dc042ce813c"},"source":["#only scaling\n","X = K.copy()\n","\n","#preprocessing\n","X.pop('Unnamed: 0')\n","index = X.pop('timestamp')\n","#scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","#X = pd.DataFrame(scaler.fit_transform(X))\n","X.index = index\n","\n","X.columns = ['market-price']\n","\n","X = transform_to_stationary(X)\n","\n","X = series_to_supervised(X, 15, 1, drop_col=False)\n","X\n","\n","#X, y\n","y = X.pop('var1(t)')\n","\n","#scaling\n","scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","X = pd.DataFrame(scaler.fit_transform(X))\n","X\n","scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n","y = pd.DataFrame(scaler.fit_transform(pd.DataFrame(y)))\n","y\n","\n","#train, test\n","X_train, X_test = split(X, 0.1)\n","y_train, y_test = split(y, 0.1)\n","X = X.copy()\n","y = y.copy()\n","print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"],"execution_count":276,"outputs":[{"output_type":"stream","text":["(1629, 15) (180, 15) (1629, 1) (180, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Xha_fXxNZQLG","colab_type":"code","colab":{}},"source":["#original values\n","y_test_"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"AOyw3BLoWLBW","colab_type":"code","colab":{}},"source":["#gaps among values (be careful, with a different scaler)\n","y_test"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Aaw6hryiRUXs","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1593961325979,"user_tz":-120,"elapsed":1133,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"f68202f6-ae2f-4fd4-a6c3-d7a9eb79a644"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(y)"],"execution_count":279,"outputs":[{"output_type":"display_data","data":{"image/png":"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size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"U_XCv3zxitjd","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1593961328961,"user_tz":-120,"elapsed":1435,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"6c86bb57-ec9e-4af2-deff-47f6f55aaf99"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"6GIW9M543kDC","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1593961353908,"user_tz":-120,"elapsed":2767,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"db09dad8-7e6c-4eaf-ab87-1259c6c93336"},"source":["#(1629, 15) (180, 15) (1629,) (180,)\n","#reshape [samples, n_input_timesteps, n_features]\n","X_train = X_train.reshape((1629, 15, 1))\n","y_train = y_train.reshape((1629, 1, 1))\n","print(X_train.shape, y_train.shape)\n","#every sample has dimensions [1, 3, 1]"],"execution_count":282,"outputs":[{"output_type":"stream","text":["(1629, 15, 1) (1629, 1, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"YKwzZz1MSt1l","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593960632428,"user_tz":-120,"elapsed":608,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#senza stationary nè scaling: y_test_ = y_test"],"execution_count":247,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"6RZKNtkVc-DW","colab_type":"text"},"source":["##Building the Model"]},{"cell_type":"code","metadata":{"id":"_S8YewSH3qHO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961574558,"user_tz":-120,"elapsed":207847,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"254e2c39-9fa2-4501-abe6-6ffc48fcda88"},"source":["#LSTM\n","%tensorflow_version 2.x\n","import tensorflow as tf\n","from tensorflow.keras import Sequential\n","from tensorflow.keras import layers\n","from tensorflow.keras.layers import Dense\n","from tensorflow.keras.layers import LSTM\n","\n","model = Sequential()\n","model.add(LSTM(50, batch_input_shape=(1, 15, 1), stateful=True)) #dimensions of every single sample\n","model.add(Dense(1))\n","model.compile(loss='mean_squared_error', optimizer='adam')\n","\n","model.fit(X_train, y_train, epochs=30, batch_size=1, verbose=2, shuffle=False)\n","model.reset_states()\n","\n","X_test = X_test.reshape(180, 15, 1)\n","y_test = y_test.reshape(180, 1, 1)\n","print(X_test.shape, y_test.shape)"],"execution_count":283,"outputs":[{"output_type":"stream","text":["Epoch 1/30\n","1629/1629 - 7s - loss: 0.0037\n","Epoch 2/30\n","1629/1629 - 7s - loss: 0.0027\n","Epoch 3/30\n","1629/1629 - 7s - loss: 0.0027\n","Epoch 4/30\n","1629/1629 - 7s - loss: 0.0026\n","Epoch 5/30\n","1629/1629 - 7s - loss: 0.0026\n","Epoch 6/30\n","1629/1629 - 7s - loss: 0.0026\n","Epoch 7/30\n","1629/1629 - 7s - loss: 0.0026\n","Epoch 8/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 9/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 10/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 11/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 12/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 13/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 14/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 15/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 16/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 17/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 18/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 19/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 20/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 21/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 22/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 23/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 24/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 25/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 26/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 27/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 28/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 29/30\n","1629/1629 - 7s - loss: 0.0025\n","Epoch 30/30\n","1629/1629 - 7s - loss: 0.0025\n","(180, 15, 1) (180, 1, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"8H9Sg6wp3r_6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961580057,"user_tz":-120,"elapsed":1295,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"a83403de-3c57-4309-faf9-7848a367943a"},"source":["#make a one-step forecast\n","yhat = model.predict(X_test, verbose=2, batch_size=1)\n","#without batch_size the model only accepts one input at a time\n","yhat"],"execution_count":284,"outputs":[{"output_type":"stream","text":["180/180 - 0s\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["array([[0.507557  ],\n","       [0.5075614 ],\n","       [0.5051364 ],\n","       [0.5072254 ],\n","       [0.50906575],\n","       [0.5039239 ],\n","       [0.5100969 ],\n","       [0.50429094],\n","       [0.5126817 ],\n","       [0.5014569 ],\n","       [0.5101533 ],\n","       [0.5059304 ],\n","       [0.5072363 ],\n","       [0.50566983],\n","       [0.50782   ],\n","       [0.50710416],\n","       [0.5064651 ],\n","       [0.50617445],\n","       [0.5083985 ],\n","       [0.5056317 ],\n","       [0.5096288 ],\n","       [0.5064622 ],\n","       [0.5093268 ],\n","       [0.50396955],\n","       [0.51033604],\n","       [0.5033924 ],\n","       [0.50980735],\n","       [0.5046662 ],\n"," 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Output"]},{"cell_type":"code","metadata":{"id":"juCua9kMRUmj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961586053,"user_tz":-120,"elapsed":2542,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"250ee79e-b89f-4e6d-f903-80e8c318836e"},"source":["#inverse scaling of the prediction\n","raw = scaler_.inverse_transform(yhat)\n","raw"],"execution_count":285,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 9889.534 ],\n","       [ 9889.618 ],\n","       [ 9843.376 ],\n","       [ 9883.211 ],\n","       [ 9918.305 ],\n","       [ 9820.255 ],\n","       [ 9937.968 ],\n","       [ 9827.254 ],\n","       [ 9987.258 ],\n","       [ 9773.212 ],\n","       [ 9939.043 ],\n","       [ 9858.518 ],\n","       [ 9883.419 ],\n","       [ 9853.548 ],\n"," 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4.06230e+02],\n","       [-1.22820e+02],\n","       [-2.24730e+02],\n","       [ 3.66740e+02],\n","       [-1.63170e+02],\n","       [ 1.52480e+02],\n","       [-6.87300e+01],\n","       [ 7.37180e+02],\n","       [-2.85300e+01],\n","       [-9.18600e+01],\n","       [ 1.78310e+02],\n","       [ 1.05100e+01],\n","       [-2.07490e+02],\n","       [-7.68900e+01],\n","       [ 9.57900e+01],\n","       [-6.33200e+01],\n","       [-2.70830e+02],\n","       [ 4.00600e+01],\n","       [-1.00810e+02],\n","       [ 2.61060e+02],\n","       [ 3.07360e+02],\n","       [ 4.89910e+02],\n","       [-1.05880e+02],\n","       [ 2.22560e+02],\n","       [-1.68600e+02],\n","       [ 4.43200e+01],\n","       [-6.35300e+01],\n","       [-3.00500e+01],\n","       [-1.22370e+02],\n","       [ 4.52760e+02],\n","       [ 1.40760e+02],\n","       [ 5.18800e+01],\n","       [ 9.95800e+01],\n","       [ 2.55290e+02],\n","       [-3.07620e+02],\n","       [ 4.20590e+02],\n","       [ 7.89200e+01],\n","       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1.32470e+02],\n","       [ 1.36520e+02],\n","       [-1.70810e+02],\n","       [ 4.66800e+01],\n","       [ 8.34200e+01],\n","       [ 2.87400e+01],\n","       [-7.44000e+00],\n","       [ 1.16980e+02],\n","       [-6.05710e+02],\n","       [ 1.73550e+02],\n","       [ 1.35300e+01],\n","       [-1.43430e+02],\n","       [ 9.66300e+01],\n","       [ 9.93000e+01],\n","       [-7.11900e+01],\n","       [-7.47800e+01],\n","       [-7.98800e+01],\n","       [ 5.72800e+01],\n","       [-7.26500e+01],\n","       [ 4.07120e+02],\n","       [-7.04100e+01],\n","       [-3.44910e+02],\n","       [-3.57300e+01],\n","       [-8.64000e+01],\n","       [-1.50220e+02],\n","       [ 1.23240e+02],\n","       [ 5.78800e+01],\n","       [-5.13800e+01],\n","       [ 1.02410e+02],\n","       [-1.48400e+02],\n","       [-1.55600e+01],\n","       [ 5.88900e+01]])"]},"metadata":{"tags":[]},"execution_count":286}]},{"cell_type":"code","metadata":{"id":"W7nOrE3vP4KI","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961591727,"user_tz":-120,"elapsed":745,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"1deedde5-5b4e-4112-d590-53ad0a3c09be"},"source":["#   invert preprocessing on predicted data\n","#remove stationary\n","y_test = y_test.reshape(180, 1)\n","var1 = raw    #original values\n","var2 = gap     #gaps\n","var3 = list()     #\n","\n","#var1 = var1.values\n","#var2 = var2.values\n","\n","var3.append(var1[0])\n","for i in range(0, len(var2)-1):\n","  values = var1[i] + var2[i+1]\n","  print('values: ', var1[i], var2[i+1])\n","  var3.append(values)\n","var3"],"execution_count":287,"outputs":[{"output_type":"stream","text":["values:  [9889.534] [-122.82]\n","values:  [9889.618] [-224.73]\n","values:  [9843.376] [366.74]\n","values:  [9883.211] [-163.17]\n","values:  [9918.305] [152.48]\n","values:  [9820.255] [-68.73]\n","values:  [9937.968] [737.18]\n","values:  [9827.254] [-28.53]\n","values:  [9987.258] [-91.86]\n","values:  [9773.212] [178.31]\n","values:  [9939.043] [10.51]\n","values:  [9858.518] [-207.49]\n","values:  [9883.419] [-76.89]\n","values:  [9853.548] [95.79]\n","values:  [9894.55] [-63.32]\n","values:  [9880.899] [-270.83]\n","values:  [9868.713] [40.06]\n","values:  [9863.171] [-100.81]\n","values:  [9905.58] [261.06]\n","values:  [9852.82] [307.36]\n","values:  [9929.041] [489.91]\n","values:  [9868.658] [-105.88]\n","values:  [9923.283] [222.56]\n","values:  [9821.126] [-168.6]\n","values:  [9942.527] [44.32]\n","values:  [9810.12] [-63.53]\n","values:  [9932.446] [-30.05]\n","values:  [9834.41] [-122.37]\n","values:  [9906.467] [452.76]\n","values:  [9850.381] [140.76]\n","values:  [9947.641] [51.88]\n","values:  [9829.887] [99.58]\n","values:  [9911.821] [255.29]\n","values:  [9865.519] [-307.62]\n","values:  [9907.846] [420.59]\n","values:  [9818.906] [78.92]\n","values:  [9970.585] [-111.87]\n","values:  [9808.041] [126.1]\n","values:  [9910.37] [-464.36]\n","values:  [9874.582] [33.5]\n","values:  [9829.646] [-233.74]\n","values:  [9931.228] [476.72]\n","values:  [9821.197] [-575.93]\n","values:  [9974.909] [2.14]\n","values:  [9744.368] [89.72]\n","values:  [9990.974] [-26.95]\n","values:  [9817.486] [319.76]\n","values:  [9916.219] [-325.64]\n","values:  [9890.879] [-354.6]\n","values:  [9829.721] [-523.63]\n","values:  [9890.109] [19.2]\n","values:  [9834.337] [-92.37]\n","values:  [9931.532] [-180.93]\n","values:  [9839.695] [2.75]\n","values:  [9896.962] [378.65]\n","values:  [9881.762] [-158.48]\n","values:  [9920.691] [4.56]\n","values:  [9827.129] [308.49]\n","values:  [9924.749] [88.5]\n","values:  [9882.134] [-257.26]\n","values:  [9875.306] [-859.25]\n","values:  [9854.627] [-107.44]\n","values:  [9818.036] [-46.48]\n","values:  [9937.45] [51.19]\n","values:  [9842.207] [-3106.44]\n","values:  [9915.065] [778.82]\n","values:  [9531.133] [-442.77]\n","values:  [10256.368] [182.18]\n","values:  [9562.236] [-322.09]\n","values:  [10132.566] [331.26]\n","values:  [9692.165] [52.62]\n","values:  [10060.182] [784.97]\n","values:  [9764.02] [31.24]\n","values:  [10038.562] [-36.59]\n","values:  [9749.738] [-367.23]\n","values:  [9961.589] [679.54]\n","values:  [9791.022] [266.33]\n","values:  [10015.766] [-70.03]\n","values:  [9783.551] [65.29]\n","values:  [9922.903] [-394.66]\n","values:  [9857.983] [-108.14]\n","values:  [9846.987] [-375.54]\n","values:  [9901.335] [519.88]\n","values:  [9829.944] [22.99]\n","values:  [9977.451] [224.59]\n","values:  [9797.408] [156.24]\n","values:  [9957.258] [-67.44]\n","values:  [9836.262] [130.02]\n","values:  [9895.232] [-94.25]\n","values:  [9884.103] [565.76]\n","values:  [9860.704] [-137.65]\n","values:  [9949.427] [159.48]\n","values:  [9795.684] [-71.34]\n","values:  [9954.289] [-420.45]\n","values:  [9815.393] [18.36]\n","values:  [9879.349] [23.77]\n","values:  [9895.204] [-57.71]\n","values:  [9869.866] [14.29]\n","values:  [9880.222] [-248.15]\n","values:  [9885.022] [488.47]\n","values:  [9853.193] [-77.38]\n","values:  [9956.562] [224.47]\n","values:  [9803.468] [-129.32]\n","values:  [9956.51] [-289.8]\n","values:  [9808.72] [12.28]\n","values:  [9901.326] [278.47]\n","values:  [9877.454] [346.61]\n","values:  [9907.598] [29.48]\n","values:  [9884.44] [42.44]\n","values:  [9866.293] [149.75]\n","values:  [9891.299] [91.39]\n","values:  [9883.49] [-25.33]\n","values:  [9878.006] [1012.3]\n","values:  [9872.639] [-148.86]\n","values:  [9980.454] [195.89]\n","values:  [9751.459] [149.16]\n","values:  [9985.265] [-69.87]\n","values:  [9811.535] [-18.02]\n","values:  [9905.164] [145.03]\n","values:  [9858.817] [139.83]\n","values:  [9903.389] [831.69]\n","values:  [9868.513] [-180.68]\n","values:  [9958.811] [-294.41]\n","values:  [9771.811] [-772.93]\n","values:  [9923.317] [-137.21]\n","values:  [9779.77] [197.28]\n","values:  [9952.107] [491.4]\n","values:  [9854.991] [484.38]\n","values:  [9937.401] [-486.72]\n","values:  [9870.952] [82.11]\n","values:  [9819.989] [283.7]\n","values:  [9944.646] [49.97]\n","values:  [9859.0625] [66.37]\n","values:  [9884.793] [-275.07]\n","values:  [9879.956] [-453.1]\n","values:  [9848.347] [109.69]\n","values:  [9863.2295] [11.06]\n","values:  [9917.167] [-447.59]\n","values:  [9852.3955] [168.93]\n","values:  [9854.913] [-56.81]\n","values:  [9932.095] [354.69]\n","values:  [9836.085] [371.67]\n","values:  [9949.057] [-143.23]\n","values:  [9858.425] [272.12]\n","values:  [9866.583] [-247.26]\n","values:  [9920.828] [753.39]\n","values:  [9816.214] [-678.66]\n","values:  [10003.018] [132.47]\n","values:  [9700.053] [136.52]\n","values:  [10032.037] [-170.81]\n","values:  [9785.202] [46.68]\n","values:  [9916.858] [83.42]\n","values:  [9866.333] [28.74]\n","values:  [9894.209] [-7.44]\n","values:  [9869.852] [116.98]\n","values:  [9884.714] [-605.71]\n","values:  [9888.472] [173.55]\n","values:  [9809.574] [13.53]\n","values:  [9964.969] [-143.43]\n","values:  [9818.828] [96.63]\n","values:  [9906.695] [99.3]\n","values:  [9879.754] [-71.19]\n","values:  [9887.905] [-74.78]\n","values:  [9865.582] [-79.88]\n","values:  [9886.11] [57.28]\n","values:  [9871.873] [-72.65]\n","values:  [9894.716] [407.12]\n","values:  [9862.079] [-70.41]\n","values:  [9935.629] [-344.91]\n","values:  [9820.995] [-35.73]\n","values:  [9887.068] [-86.4]\n","values:  [9884.353] [-150.22]\n","values:  [9869.105] [123.24]\n","values:  [9876.301] [57.88]\n","values:  [9901.991] [-51.38]\n","values:  [9868.387] [102.41]\n","values:  [9882.586] [-148.4]\n","values:  [9892.263] [-15.56]\n","values:  [9854.525] [58.89]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["[array([9889.534], dtype=float32),\n"," array([9766.71417969]),\n"," array([9664.88816406]),\n"," array([10210.11597656]),\n"," array([9720.0409375]),\n"," array([10070.7846875]),\n"," array([9751.52488281]),\n"," array([10675.14777344]),\n"," array([9798.72390625]),\n"," array([9895.3978125]),\n"," array([9951.52191406]),\n"," array([9949.55296875]),\n"," array([9651.02757813]),\n"," array([9806.52894531]),\n"," array([9949.33785156]),\n"," array([9831.22980469]),\n"," array([9610.06941406]),\n"," array([9908.77289062]),\n"," array([9762.36089844]),\n"," array([10166.64007812]),\n"," array([10160.1803125]),\n"," array([10418.95101562]),\n"," array([9762.77820312]),\n"," array([10145.84320313]),\n"," array([9652.52597656]),\n"," array([9986.84734375]),\n"," array([9746.59011719]),\n"," array([9902.39628906]),\n"," array([9712.04015625]),\n"," array([10359.22679688]),\n"," array([9991.14085938]),\n"," array([9999.520625]),\n"," array([9929.46671875]),\n"," array([10167.11128906]),\n"," array([9557.89855469]),\n"," array([10328.43570312]),\n"," array([9897.82625]),\n"," array([9858.71496094]),\n"," array([9934.14101563]),\n"," array([9446.01011719]),\n"," array([9908.08203125]),\n"," array([9595.90648438]),\n"," array([10407.94753906]),\n"," array([9245.26726562]),\n"," array([9977.04917969]),\n"," array([9834.08816406]),\n"," array([9964.02363281]),\n"," array([10137.24632813]),\n"," array([9590.57875]),\n"," array([9536.27890625]),\n"," array([9306.09070313]),\n"," array([9909.309375]),\n"," array([9741.96691406]),\n"," array([9750.60222656]),\n"," array([9842.4453125]),\n"," array([10275.61191406]),\n"," array([9723.28171875]),\n"," array([9925.25140625]),\n"," array([10135.61890625]),\n"," array([10013.24902344]),\n"," array([9624.87378906]),\n"," array([9016.05566406]),\n"," array([9747.18695312]),\n"," array([9771.55613281]),\n"," array([9988.64019531]),\n"," array([6735.76703125]),\n"," array([10693.88542969]),\n"," array([9088.3628125]),\n"," array([10438.54816406]),\n"," array([9240.14632812]),\n"," array([10463.82640625]),\n"," array([9744.78503906]),\n"," array([10845.15164062]),\n"," array([9795.25953125]),\n"," array([10001.97152344]),\n"," array([9382.50828125]),\n"," array([10641.12886719]),\n"," array([10057.35246094]),\n"," array([9945.735625]),\n"," array([9848.84078125]),\n"," array([9528.24332031]),\n"," array([9749.84339844]),\n"," array([9471.44730469]),\n"," array([10421.21496094]),\n"," array([9852.93433594]),\n"," array([10202.04117188]),\n"," array([9953.64820312]),\n"," array([9889.8178125]),\n"," array([9966.28171875]),\n"," array([9800.98242188]),\n"," array([10449.86253906]),\n"," array([9723.05410156]),\n"," array([10108.90675781]),\n"," array([9724.34359375]),\n"," array([9533.8390625]),\n"," array([9833.75257813]),\n"," array([9903.11863281]),\n"," array([9837.49410156]),\n"," array([9884.15621094]),\n"," array([9632.07167969]),\n"," array([10373.49246094]),\n"," array([9775.81335938]),\n"," array([10181.03152344]),\n"," array([9674.14777344]),\n"," array([9666.70976563]),\n"," array([9820.99972656]),\n"," array([10179.79617187]),\n"," array([10224.06410156]),\n"," array([9937.07765625]),\n"," array([9926.88042969]),\n"," array([10016.04296875]),\n"," array([9982.68882812]),\n"," array([9858.16023438]),\n"," array([10890.30585937]),\n"," array([9723.77867188]),\n"," array([10176.34410156]),\n"," array([9900.61898437]),\n"," array([9915.39464844]),\n"," array([9793.51515625]),\n"," array([10050.1940625]),\n"," array([9998.64738281]),\n"," array([10735.07867187]),\n"," array([9687.83269531]),\n"," array([9664.40054688]),\n"," array([8998.88054687]),\n"," array([9786.10738281]),\n"," array([9977.04953125]),\n"," array([10443.50742187]),\n"," array([10339.37121094]),\n"," array([9450.68136719]),\n"," array([9953.06214844]),\n"," array([10103.68925781]),\n"," array([9994.61648438]),\n"," array([9925.4325]),\n"," array([9609.72296875]),\n"," array([9426.85605469]),\n"," array([9958.03667969]),\n"," array([9874.28949219]),\n"," array([9469.57699219]),\n"," array([10021.32550781]),\n"," array([9798.10308594]),\n"," array([10286.78472656]),\n"," array([10207.75496094]),\n"," array([9805.82664063]),\n"," array([10130.54480469]),\n"," array([9619.32300781]),\n"," array([10674.218125]),\n"," array([9137.55386719]),\n"," array([10135.48757813]),\n"," array([9836.57273437]),\n"," array([9861.22710938]),\n"," array([9831.88214844]),\n"," array([10000.27839844]),\n"," array([9895.07300781]),\n"," array([9886.76898437]),\n"," array([9986.8315625]),\n"," array([9279.00386719]),\n"," array([10062.02167969]),\n"," array([9823.10421875]),\n"," array([9821.53875]),\n"," array([9915.458125]),\n"," array([10005.9953125]),\n"," array([9808.56390625]),\n"," array([9813.12527344]),\n"," array([9785.70203125]),\n"," array([9943.39035156]),\n"," array([9799.22304688]),\n"," array([10301.83582031]),\n"," array([9791.66910156]),\n"," array([9590.71890625]),\n"," array([9785.26511719]),\n"," array([9800.66835938]),\n"," array([9734.13253906]),\n"," array([9992.34546875]),\n"," array([9934.18078125]),\n"," array([9850.61121094]),\n"," array([9970.79671875]),\n"," array([9734.1859375]),\n"," array([9876.70269531]),\n"," array([9913.41539062])]"]},"metadata":{"tags":[]},"execution_count":287}]},{"cell_type":"code","metadata":{"id":"er1kG5hcb7Ku","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1593961595263,"user_tz":-120,"elapsed":582,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["predicted = var3"],"execution_count":288,"outputs":[]},{"cell_type":"code","metadata":{"id":"U5W6gQs23vi1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961596521,"user_tz":-120,"elapsed":560,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"05a69028-2614-4e0f-90ad-161888479180"},"source":["#invert preprocessing on expected data\n","#inverse scaling\n","expected = scaler_.inverse_transform(y_test_)\n","expected"],"execution_count":289,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[ 7759.24],\n","       [ 8165.47],\n","       [ 8042.65],\n","       [ 7817.92],\n","       [ 8184.66],\n","       [ 8021.49],\n","       [ 8173.97],\n","       [ 8105.24],\n","       [ 8842.42],\n","       [ 8813.89],\n","       [ 8722.03],\n","       [ 8900.34],\n","       [ 8910.85],\n","       [ 8703.36],\n","       [ 8626.47],\n","       [ 8722.26],\n","       [ 8658.94],\n","       [ 8388.11],\n","       [ 8428.17],\n","       [ 8327.36],\n","       [ 8588.42],\n","       [ 8895.78],\n","       [ 9385.69],\n","       [ 9279.81],\n","       [ 9502.37],\n","       [ 9333.77],\n","       [ 9378.09],\n","       [ 9314.56],\n","       [ 9284.51],\n","       [ 9162.14],\n","       [ 9614.9 ],\n","       [ 9755.66],\n","       [ 9807.54],\n","       [ 9907.12],\n","       [10162.41],\n","       [ 9854.79],\n","       [10275.38],\n","       [10354.3 ],\n","       [10242.43],\n","       [10368.53],\n","       [ 9904.17],\n","       [ 9937.67],\n","       [ 9703.93],\n","       [10180.65],\n","       [ 9604.72],\n","       [ 9606.86],\n","       [ 9696.58],\n","       [ 9669.63],\n","       [ 9989.39],\n","       [ 9663.75],\n","       [ 9309.15],\n","       [ 8785.52],\n","       [ 8804.72],\n","       [ 8712.35],\n","       [ 8531.42],\n","       [ 8534.17],\n","       [ 8912.82],\n","       [ 8754.34],\n","       [ 8758.9 ],\n","       [ 9067.39],\n","       [ 9155.89],\n","       [ 8898.63],\n","       [ 8039.38],\n","       [ 7931.94],\n","       [ 7885.46],\n","       [ 7936.65],\n","       [ 4830.21],\n","       [ 5609.03],\n","       [ 5166.26],\n","       [ 5348.44],\n","       [ 5026.35],\n","       [ 5357.61],\n","       [ 5410.23],\n","       [ 6195.2 ],\n","       [ 6226.44],\n","       [ 6189.85],\n","       [ 5822.62],\n","       [ 6502.16],\n","       [ 6768.49],\n","       [ 6698.46],\n","       [ 6763.75],\n","       [ 6369.09],\n","       [ 6260.95],\n","       [ 5885.41],\n","       [ 6405.29],\n","       [ 6428.28],\n","       [ 6652.87],\n","       [ 6809.11],\n","       [ 6741.67],\n","       [ 6871.69],\n","       [ 6777.44],\n","       [ 7343.2 ],\n","       [ 7205.55],\n","       [ 7365.03],\n","       [ 7293.69],\n","       [ 6873.24],\n","       [ 6891.6 ],\n","       [ 6915.37],\n","       [ 6857.66],\n","       [ 6871.95],\n","       [ 6623.8 ],\n","       [ 7112.27],\n","       [ 7034.89],\n","       [ 7259.36],\n","       [ 7130.04],\n","       [ 6840.24],\n","       [ 6852.52],\n","       [ 7130.99],\n","       [ 7477.6 ],\n","       [ 7507.08],\n","       [ 7549.52],\n","       [ 7699.27],\n","       [ 7790.66],\n","       [ 7765.33],\n","       [ 8777.63],\n","       [ 8628.77],\n","       [ 8824.66],\n","       [ 8973.82],\n","       [ 8903.95],\n","       [ 8885.93],\n","       [ 9030.96],\n","       [ 9170.79],\n","       [10002.48],\n","       [ 9821.8 ],\n","       [ 9527.39],\n","       [ 8754.46],\n","       [ 8617.25],\n","       [ 8814.53],\n","       [ 9305.93],\n","       [ 9790.31],\n","       [ 9303.59],\n","       [ 9385.7 ],\n","       [ 9669.4 ],\n","       [ 9719.37],\n","       [ 9785.74],\n","       [ 9510.67],\n","       [ 9057.57],\n","       [ 9167.26],\n","       [ 9178.32],\n","       [ 8730.73],\n","       [ 8899.66],\n","       [ 8842.85],\n","       [ 9197.54],\n","       [ 9569.21],\n","       [ 9425.98],\n","       [ 9698.1 ],\n","       [ 9450.84],\n","       [10204.23],\n","       [ 9525.57],\n","       [ 9658.04],\n","       [ 9794.56],\n","       [ 9623.75],\n","       [ 9670.43],\n","       [ 9753.85],\n","       [ 9782.59],\n","       [ 9775.15],\n","       [ 9892.13],\n","       [ 9286.42],\n","       [ 9459.97],\n","       [ 9473.5 ],\n","       [ 9330.07],\n","       [ 9426.7 ],\n","       [ 9526.  ],\n","       [ 9454.81],\n","       [ 9380.03],\n","       [ 9300.15],\n","       [ 9357.43],\n","       [ 9284.78],\n","       [ 9691.9 ],\n","       [ 9621.49],\n","       [ 9276.58],\n","       [ 9240.85],\n","       [ 9154.45],\n","       [ 9004.23],\n","       [ 9127.47],\n","       [ 9185.35],\n","       [ 9133.97],\n","       [ 9236.38],\n","       [ 9087.98],\n","       [ 9072.42],\n","       [ 9131.31]])"]},"metadata":{"tags":[]},"execution_count":289}]},{"cell_type":"code","metadata":{"id":"2qb2yeYK33xC","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1593961657082,"user_tz":-120,"elapsed":772,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"ff53d3f0-038b-4641-ea82-525995da2d5f"},"source":["for i in range(len(y_test_)-1):\n","  print('iteration=%d, Predicted=%f, Expected=%f' % (i+1, predicted[i], expected[i]))"],"execution_count":292,"outputs":[{"output_type":"stream","text":["iteration=1, Predicted=9889.534180, Expected=7759.240000\n","iteration=2, Predicted=9766.714180, Expected=8165.470000\n","iteration=3, Predicted=9664.888164, Expected=8042.650000\n","iteration=4, Predicted=10210.115977, Expected=7817.920000\n","iteration=5, Predicted=9720.040937, Expected=8184.660000\n","iteration=6, Predicted=10070.784688, Expected=8021.490000\n","iteration=7, Predicted=9751.524883, Expected=8173.970000\n","iteration=8, Predicted=10675.147773, Expected=8105.240000\n","iteration=9, Predicted=9798.723906, Expected=8842.420000\n","iteration=10, Predicted=9895.397813, Expected=8813.890000\n","iteration=11, Predicted=9951.521914, Expected=8722.030000\n","iteration=12, Predicted=9949.552969, Expected=8900.340000\n","iteration=13, Predicted=9651.027578, Expected=8910.850000\n","iteration=14, Predicted=9806.528945, Expected=8703.360000\n","iteration=15, Predicted=9949.337852, Expected=8626.470000\n","iteration=16, Predicted=9831.229805, Expected=8722.260000\n","iteration=17, Predicted=9610.069414, Expected=8658.940000\n","iteration=18, Predicted=9908.772891, Expected=8388.110000\n","iteration=19, Predicted=9762.360898, Expected=8428.170000\n","iteration=20, Predicted=10166.640078, Expected=8327.360000\n","iteration=21, Predicted=10160.180313, Expected=8588.420000\n","iteration=22, Predicted=10418.951016, Expected=8895.780000\n","iteration=23, Predicted=9762.778203, Expected=9385.690000\n","iteration=24, Predicted=10145.843203, Expected=9279.810000\n","iteration=25, Predicted=9652.525977, Expected=9502.370000\n","iteration=26, Predicted=9986.847344, Expected=9333.770000\n","iteration=27, Predicted=9746.590117, Expected=9378.090000\n","iteration=28, Predicted=9902.396289, Expected=9314.560000\n","iteration=29, Predicted=9712.040156, Expected=9284.510000\n","iteration=30, Predicted=10359.226797, Expected=9162.140000\n","iteration=31, Predicted=9991.140859, Expected=9614.900000\n","iteration=32, Predicted=9999.520625, Expected=9755.660000\n","iteration=33, Predicted=9929.466719, Expected=9807.540000\n","iteration=34, Predicted=10167.111289, Expected=9907.120000\n","iteration=35, Predicted=9557.898555, Expected=10162.410000\n","iteration=36, Predicted=10328.435703, Expected=9854.790000\n","iteration=37, Predicted=9897.826250, Expected=10275.380000\n","iteration=38, Predicted=9858.714961, Expected=10354.300000\n","iteration=39, Predicted=9934.141016, Expected=10242.430000\n","iteration=40, Predicted=9446.010117, Expected=10368.530000\n","iteration=41, Predicted=9908.082031, Expected=9904.170000\n","iteration=42, Predicted=9595.906484, Expected=9937.670000\n","iteration=43, Predicted=10407.947539, Expected=9703.930000\n","iteration=44, Predicted=9245.267266, Expected=10180.650000\n","iteration=45, Predicted=9977.049180, Expected=9604.720000\n","iteration=46, Predicted=9834.088164, Expected=9606.860000\n","iteration=47, Predicted=9964.023633, Expected=9696.580000\n","iteration=48, Predicted=10137.246328, Expected=9669.630000\n","iteration=49, Predicted=9590.578750, Expected=9989.390000\n","iteration=50, Predicted=9536.278906, Expected=9663.750000\n","iteration=51, Predicted=9306.090703, Expected=9309.150000\n","iteration=52, Predicted=9909.309375, Expected=8785.520000\n","iteration=53, Predicted=9741.966914, Expected=8804.720000\n","iteration=54, Predicted=9750.602227, Expected=8712.350000\n","iteration=55, Predicted=9842.445312, Expected=8531.420000\n","iteration=56, Predicted=10275.611914, Expected=8534.170000\n","iteration=57, Predicted=9723.281719, Expected=8912.820000\n","iteration=58, Predicted=9925.251406, Expected=8754.340000\n","iteration=59, Predicted=10135.618906, Expected=8758.900000\n","iteration=60, Predicted=10013.249023, Expected=9067.390000\n","iteration=61, Predicted=9624.873789, Expected=9155.890000\n","iteration=62, Predicted=9016.055664, Expected=8898.630000\n","iteration=63, Predicted=9747.186953, Expected=8039.380000\n","iteration=64, Predicted=9771.556133, Expected=7931.940000\n","iteration=65, Predicted=9988.640195, Expected=7885.460000\n","iteration=66, Predicted=6735.767031, Expected=7936.650000\n","iteration=67, Predicted=10693.885430, Expected=4830.210000\n","iteration=68, Predicted=9088.362813, Expected=5609.030000\n","iteration=69, Predicted=10438.548164, Expected=5166.260000\n","iteration=70, Predicted=9240.146328, Expected=5348.440000\n","iteration=71, Predicted=10463.826406, Expected=5026.350000\n","iteration=72, Predicted=9744.785039, Expected=5357.610000\n","iteration=73, Predicted=10845.151641, Expected=5410.230000\n","iteration=74, Predicted=9795.259531, Expected=6195.200000\n","iteration=75, Predicted=10001.971523, Expected=6226.440000\n","iteration=76, Predicted=9382.508281, Expected=6189.850000\n","iteration=77, Predicted=10641.128867, Expected=5822.620000\n","iteration=78, Predicted=10057.352461, Expected=6502.160000\n","iteration=79, Predicted=9945.735625, Expected=6768.490000\n","iteration=80, Predicted=9848.840781, Expected=6698.460000\n","iteration=81, Predicted=9528.243320, Expected=6763.750000\n","iteration=82, Predicted=9749.843398, Expected=6369.090000\n","iteration=83, Predicted=9471.447305, Expected=6260.950000\n","iteration=84, Predicted=10421.214961, Expected=5885.410000\n","iteration=85, Predicted=9852.934336, Expected=6405.290000\n","iteration=86, Predicted=10202.041172, Expected=6428.280000\n","iteration=87, Predicted=9953.648203, Expected=6652.870000\n","iteration=88, Predicted=9889.817812, Expected=6809.110000\n","iteration=89, Predicted=9966.281719, Expected=6741.670000\n","iteration=90, Predicted=9800.982422, Expected=6871.690000\n","iteration=91, Predicted=10449.862539, Expected=6777.440000\n","iteration=92, Predicted=9723.054102, Expected=7343.200000\n","iteration=93, Predicted=10108.906758, Expected=7205.550000\n","iteration=94, Predicted=9724.343594, Expected=7365.030000\n","iteration=95, Predicted=9533.839063, Expected=7293.690000\n","iteration=96, Predicted=9833.752578, Expected=6873.240000\n","iteration=97, Predicted=9903.118633, Expected=6891.600000\n","iteration=98, Predicted=9837.494102, Expected=6915.370000\n","iteration=99, Predicted=9884.156211, Expected=6857.660000\n","iteration=100, Predicted=9632.071680, Expected=6871.950000\n","iteration=101, Predicted=10373.492461, Expected=6623.800000\n","iteration=102, Predicted=9775.813359, Expected=7112.270000\n","iteration=103, Predicted=10181.031523, Expected=7034.890000\n","iteration=104, Predicted=9674.147773, Expected=7259.360000\n","iteration=105, Predicted=9666.709766, Expected=7130.040000\n","iteration=106, Predicted=9820.999727, Expected=6840.240000\n","iteration=107, Predicted=10179.796172, Expected=6852.520000\n","iteration=108, Predicted=10224.064102, Expected=7130.990000\n","iteration=109, Predicted=9937.077656, Expected=7477.600000\n","iteration=110, Predicted=9926.880430, Expected=7507.080000\n","iteration=111, Predicted=10016.042969, Expected=7549.520000\n","iteration=112, Predicted=9982.688828, Expected=7699.270000\n","iteration=113, Predicted=9858.160234, Expected=7790.660000\n","iteration=114, Predicted=10890.305859, Expected=7765.330000\n","iteration=115, Predicted=9723.778672, Expected=8777.630000\n","iteration=116, Predicted=10176.344102, Expected=8628.770000\n","iteration=117, Predicted=9900.618984, Expected=8824.660000\n","iteration=118, Predicted=9915.394648, Expected=8973.820000\n","iteration=119, Predicted=9793.515156, Expected=8903.950000\n","iteration=120, Predicted=10050.194062, Expected=8885.930000\n","iteration=121, Predicted=9998.647383, Expected=9030.960000\n","iteration=122, Predicted=10735.078672, Expected=9170.790000\n","iteration=123, Predicted=9687.832695, Expected=10002.480000\n","iteration=124, Predicted=9664.400547, Expected=9821.800000\n","iteration=125, Predicted=8998.880547, Expected=9527.390000\n","iteration=126, Predicted=9786.107383, Expected=8754.460000\n","iteration=127, Predicted=9977.049531, Expected=8617.250000\n","iteration=128, Predicted=10443.507422, Expected=8814.530000\n","iteration=129, Predicted=10339.371211, Expected=9305.930000\n","iteration=130, Predicted=9450.681367, Expected=9790.310000\n","iteration=131, Predicted=9953.062148, Expected=9303.590000\n","iteration=132, Predicted=10103.689258, Expected=9385.700000\n","iteration=133, Predicted=9994.616484, Expected=9669.400000\n","iteration=134, Predicted=9925.432500, Expected=9719.370000\n","iteration=135, Predicted=9609.722969, Expected=9785.740000\n","iteration=136, Predicted=9426.856055, Expected=9510.670000\n","iteration=137, Predicted=9958.036680, Expected=9057.570000\n","iteration=138, Predicted=9874.289492, Expected=9167.260000\n","iteration=139, Predicted=9469.576992, Expected=9178.320000\n","iteration=140, Predicted=10021.325508, Expected=8730.730000\n","iteration=141, Predicted=9798.103086, Expected=8899.660000\n","iteration=142, Predicted=10286.784727, Expected=8842.850000\n","iteration=143, Predicted=10207.754961, Expected=9197.540000\n","iteration=144, Predicted=9805.826641, Expected=9569.210000\n","iteration=145, Predicted=10130.544805, Expected=9425.980000\n","iteration=146, Predicted=9619.323008, Expected=9698.100000\n","iteration=147, Predicted=10674.218125, Expected=9450.840000\n","iteration=148, Predicted=9137.553867, Expected=10204.230000\n","iteration=149, Predicted=10135.487578, Expected=9525.570000\n","iteration=150, Predicted=9836.572734, Expected=9658.040000\n","iteration=151, Predicted=9861.227109, Expected=9794.560000\n","iteration=152, Predicted=9831.882148, Expected=9623.750000\n","iteration=153, Predicted=10000.278398, Expected=9670.430000\n","iteration=154, Predicted=9895.073008, Expected=9753.850000\n","iteration=155, Predicted=9886.768984, Expected=9782.590000\n","iteration=156, Predicted=9986.831562, Expected=9775.150000\n","iteration=157, Predicted=9279.003867, Expected=9892.130000\n","iteration=158, Predicted=10062.021680, Expected=9286.420000\n","iteration=159, Predicted=9823.104219, Expected=9459.970000\n","iteration=160, Predicted=9821.538750, Expected=9473.500000\n","iteration=161, Predicted=9915.458125, Expected=9330.070000\n","iteration=162, Predicted=10005.995312, Expected=9426.700000\n","iteration=163, Predicted=9808.563906, Expected=9526.000000\n","iteration=164, Predicted=9813.125273, Expected=9454.810000\n","iteration=165, Predicted=9785.702031, Expected=9380.030000\n","iteration=166, Predicted=9943.390352, Expected=9300.150000\n","iteration=167, Predicted=9799.223047, Expected=9357.430000\n","iteration=168, Predicted=10301.835820, Expected=9284.780000\n","iteration=169, Predicted=9791.669102, Expected=9691.900000\n","iteration=170, Predicted=9590.718906, Expected=9621.490000\n","iteration=171, Predicted=9785.265117, Expected=9276.580000\n","iteration=172, Predicted=9800.668359, Expected=9240.850000\n","iteration=173, Predicted=9734.132539, Expected=9154.450000\n","iteration=174, Predicted=9992.345469, Expected=9004.230000\n","iteration=175, Predicted=9934.180781, Expected=9127.470000\n","iteration=176, Predicted=9850.611211, Expected=9185.350000\n","iteration=177, Predicted=9970.796719, Expected=9133.970000\n","iteration=178, Predicted=9734.185938, Expected=9236.380000\n","iteration=179, Predicted=9876.702695, Expected=9087.980000\n","iteration=180, Predicted=9913.415391, Expected=9072.420000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Bb8617TQ-Ov_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":654},"executionInfo":{"status":"ok","timestamp":1593961660283,"user_tz":-120,"elapsed":1175,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"7c1f61ee-f69e-4721-9496-4eb754fcb3a3"},"source":["import matplotlib.pyplot as plt\n","\n","fig=plt.figure(figsize=(20, 10), dpi= 80)\n","fig=plt.plot(raw)\n","fig=plt.plot(predicted)"],"execution_count":293,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1600x800 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"S8b_h2K--r7I","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1593960791057,"user_tz":-120,"elapsed":562,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"outputId":"b4653322-4353-46ba-c518-2a948de7c377"},"source":["# report performance\n","from math import *\n","from sklearn.metrics import mean_squared_error\n","rmse = sqrt(mean_squared_error(raw, predicted))\n","print('Test RMSE: %.3f' % rmse)\n","# line plot of observed vs predicted"],"execution_count":259,"outputs":[{"output_type":"stream","text":["Test RMSE: 151.512\n"],"name":"stdout"}]}]}